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Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics

[Image: see text] Adequate stability, manufacturability, and safety are crucial to bringing an antibody-based biotherapeutic to the market. Following the concept of holistic in silico developability, we introduce a physicochemical description of 91 market-stage antibody-based biotherapeutics based o...

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Autores principales: Licari, Giuseppe, Martin, Kyle P., Crames, Maureen, Mozdzierz, Joseph, Marlow, Michael S., Karow-Zwick, Anne R., Kumar, Sandeep, Bauer, Joschka
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2022
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9906779/
https://www.ncbi.nlm.nih.gov/pubmed/36573887
http://dx.doi.org/10.1021/acs.molpharmaceut.2c00838
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author Licari, Giuseppe
Martin, Kyle P.
Crames, Maureen
Mozdzierz, Joseph
Marlow, Michael S.
Karow-Zwick, Anne R.
Kumar, Sandeep
Bauer, Joschka
author_facet Licari, Giuseppe
Martin, Kyle P.
Crames, Maureen
Mozdzierz, Joseph
Marlow, Michael S.
Karow-Zwick, Anne R.
Kumar, Sandeep
Bauer, Joschka
author_sort Licari, Giuseppe
collection PubMed
description [Image: see text] Adequate stability, manufacturability, and safety are crucial to bringing an antibody-based biotherapeutic to the market. Following the concept of holistic in silico developability, we introduce a physicochemical description of 91 market-stage antibody-based biotherapeutics based on orthogonal molecular properties of variable regions (Fvs) embedded in different simulation environments, mimicking conditions experienced by antibodies during manufacturing, formulation, and in vivo. In this work, the evaluation of molecular properties includes conformational flexibility of the Fvs using molecular dynamics (MD) simulations. The comparison between static homology models and simulations shows that MD significantly affects certain molecular descriptors like surface molecular patches. Moreover, the structural stability of a subset of Fv regions is linked to changes in their specific molecular interactions with ions in different experimental conditions. This is supported by the observation of differences in protein melting temperatures upon addition of NaCl. A DEvelopability Navigator In Silico (DENIS) is proposed to compare mAb candidates for their similarity with market-stage biotherapeutics in terms of physicochemical properties and conformational stability. Expanding on our previous developability guidelines (Ahmed et al. Proc. Natl. Acad. Sci.2021, 118 (37), e2020577118), the hydrodynamic radius and the protein strand ratio are introduced as two additional descriptors that enable a more comprehensive in silico characterization of biotherapeutic drug candidates. Test cases show how this approach can facilitate identification and optimization of intrinsically developable lead candidates. DENIS represents an advanced computational tool to progress biotherapeutic drug candidates from discovery into early development by predicting drug properties in different aqueous environments.
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spelling pubmed-99067792023-02-08 Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics Licari, Giuseppe Martin, Kyle P. Crames, Maureen Mozdzierz, Joseph Marlow, Michael S. Karow-Zwick, Anne R. Kumar, Sandeep Bauer, Joschka Mol Pharm [Image: see text] Adequate stability, manufacturability, and safety are crucial to bringing an antibody-based biotherapeutic to the market. Following the concept of holistic in silico developability, we introduce a physicochemical description of 91 market-stage antibody-based biotherapeutics based on orthogonal molecular properties of variable regions (Fvs) embedded in different simulation environments, mimicking conditions experienced by antibodies during manufacturing, formulation, and in vivo. In this work, the evaluation of molecular properties includes conformational flexibility of the Fvs using molecular dynamics (MD) simulations. The comparison between static homology models and simulations shows that MD significantly affects certain molecular descriptors like surface molecular patches. Moreover, the structural stability of a subset of Fv regions is linked to changes in their specific molecular interactions with ions in different experimental conditions. This is supported by the observation of differences in protein melting temperatures upon addition of NaCl. A DEvelopability Navigator In Silico (DENIS) is proposed to compare mAb candidates for their similarity with market-stage biotherapeutics in terms of physicochemical properties and conformational stability. Expanding on our previous developability guidelines (Ahmed et al. Proc. Natl. Acad. Sci.2021, 118 (37), e2020577118), the hydrodynamic radius and the protein strand ratio are introduced as two additional descriptors that enable a more comprehensive in silico characterization of biotherapeutic drug candidates. Test cases show how this approach can facilitate identification and optimization of intrinsically developable lead candidates. DENIS represents an advanced computational tool to progress biotherapeutic drug candidates from discovery into early development by predicting drug properties in different aqueous environments. American Chemical Society 2022-12-27 /pmc/articles/PMC9906779/ /pubmed/36573887 http://dx.doi.org/10.1021/acs.molpharmaceut.2c00838 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Licari, Giuseppe
Martin, Kyle P.
Crames, Maureen
Mozdzierz, Joseph
Marlow, Michael S.
Karow-Zwick, Anne R.
Kumar, Sandeep
Bauer, Joschka
Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics
title Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics
title_full Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics
title_fullStr Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics
title_full_unstemmed Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics
title_short Embedding Dynamics in Intrinsic Physicochemical Profiles of Market-Stage Antibody-Based Biotherapeutics
title_sort embedding dynamics in intrinsic physicochemical profiles of market-stage antibody-based biotherapeutics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9906779/
https://www.ncbi.nlm.nih.gov/pubmed/36573887
http://dx.doi.org/10.1021/acs.molpharmaceut.2c00838
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